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alvarog2491/README.md

Hey there, I'm Álvaro 👋

I'm a Software and Machine learning Engineer currently deep in the Python and AWS ecosystems, where I focus on building and scaling AI-driven systems.

My foundation was built in the world of Java and enterprise backend architecture, but I've made the leap toward Data Science, AI, and Machine Learning. My focus now is on shipping production-ready AI systems connected to AI Agents.

I'm also the creator of Agentyme feel free to visit and take a look. 🚀


🛠 What I'm up to

Agentic Workflows Building agents that plan, use tools, manage memory, and recover from failures.

Production AI Deploying agent architectures.

Evaluation & Observability Designing eval frameworks and trace monitoring to understand what agents are actually doing in production.

Full-stack Python Owning the full pipeline, from data ingestion to deployed API.

Security Designing against prompt injection, over-permissioned tools, and context leakage.

RAG Building and optimizing retrieval pipelines that go beyond basic semantic search.

Tooling Connecting agents to external tools and services via MCP servers.

Cost Optimizing token usage, model selection, and inference patterns to keep systems efficient at scale.


🏅 Certifications

AWS Certified Generative AI Developer – ProfessionalAWS Certified Machine Learning Engineer – AssociateCKAD: Certified Kubernetes Application Developer
AI Engineer for Data Scientists AssociateData Scientist Associate

🔗 Let's connect

I'm always happy to talk about agentic design patterns, RAG pipelines, or the real challenges of putting LLMs into production.

Popular repositories Loading

  1. R_activities R_activitiesPublic

    Repository containing R scripts that apply various machine learning techniques for data analysis.

    HTML

  2. tfm_air_quality tfm_air_qualityPublic

    Geospatial regression analysis in Spanish provinces using machine learning techniques to assess air quality data.

    HTML

  3. alvaro-ai-ml-ds-lab alvaro-ai-ml-ds-labPublic

    Personal collection of AI, Machine Learning, LLM, and Data Science experiments. A place to showcase my work and keep useful references.

    HTML

  4. wakeup-city wakeup-cityPublic

    Dart

  5. datalabs datalabsPublic

    Jupyter Notebook

  6. chatbot-ui chatbot-uiPublic

    TypeScript

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(function() {
function addCopyButtons() {
document.querySelectorAll('pre code').forEach(function(codeBlock) {
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} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
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alvarog2491 (Álvaro) · GitHub
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alvarog2491/README.md

Hey there, I'm Álvaro 👋

I'm a Software and Machine learning Engineer currently deep in the Python and AWS ecosystems, where I focus on building and scaling AI-driven systems.

My foundation was built in the world of Java and enterprise backend architecture, but I've made the leap toward Data Science, AI, and Machine Learning. My focus now is on shipping production-ready AI systems connected to AI Agents.

I'm also the creator of Agentyme feel free to visit and take a look. 🚀


🛠 What I'm up to

Agentic Workflows Building agents that plan, use tools, manage memory, and recover from failures.

Production AI Deploying agent architectures.

Evaluation & Observability Designing eval frameworks and trace monitoring to understand what agents are actually doing in production.

Full-stack Python Owning the full pipeline, from data ingestion to deployed API.

Security Designing against prompt injection, over-permissioned tools, and context leakage.

RAG Building and optimizing retrieval pipelines that go beyond basic semantic search.

Tooling Connecting agents to external tools and services via MCP servers.

Cost Optimizing token usage, model selection, and inference patterns to keep systems efficient at scale.


🏅 Certifications

AWS Certified Generative AI Developer – ProfessionalAWS Certified Machine Learning Engineer – AssociateCKAD: Certified Kubernetes Application Developer
AI Engineer for Data Scientists AssociateData Scientist Associate

🔗 Let's connect

I'm always happy to talk about agentic design patterns, RAG pipelines, or the real challenges of putting LLMs into production.

Popular repositories Loading

  1. R_activities R_activitiesPublic

    Repository containing R scripts that apply various machine learning techniques for data analysis.

    HTML

  2. tfm_air_quality tfm_air_qualityPublic

    Geospatial regression analysis in Spanish provinces using machine learning techniques to assess air quality data.

    HTML

  3. alvaro-ai-ml-ds-lab alvaro-ai-ml-ds-labPublic

    Personal collection of AI, Machine Learning, LLM, and Data Science experiments. A place to showcase my work and keep useful references.

    HTML

  4. wakeup-city wakeup-cityPublic

    Dart

  5. datalabs datalabsPublic

    Jupyter Notebook

  6. chatbot-ui chatbot-uiPublic

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { // Force GitHub README to respect dark mode (function() { var style = document.createElement('style'); style.textContent = ' .markdown-body { color-scheme: dark light; } .markdown-body pre { background: #161b22 !important; } .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; } .markdown-body table th, .markdown-body table td { border-color: #30363d !important; } .markdown-body img { background: #0d1117; } .markdown-body blockquote { border-left-color: #8b949e; } .markdown-body hr { border-color: #30363d; } '; document.head.appendChild(style); })(); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' alvarog2491 (Álvaro) · GitHub
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alvarog2491/README.md

Hey there, I'm Álvaro 👋

I'm a Software and Machine learning Engineer currently deep in the Python and AWS ecosystems, where I focus on building and scaling AI-driven systems.

My foundation was built in the world of Java and enterprise backend architecture, but I've made the leap toward Data Science, AI, and Machine Learning. My focus now is on shipping production-ready AI systems connected to AI Agents.

I'm also the creator of Agentyme feel free to visit and take a look. 🚀


🛠 What I'm up to

Agentic Workflows Building agents that plan, use tools, manage memory, and recover from failures.

Production AI Deploying agent architectures.

Evaluation & Observability Designing eval frameworks and trace monitoring to understand what agents are actually doing in production.

Full-stack Python Owning the full pipeline, from data ingestion to deployed API.

Security Designing against prompt injection, over-permissioned tools, and context leakage.

RAG Building and optimizing retrieval pipelines that go beyond basic semantic search.

Tooling Connecting agents to external tools and services via MCP servers.

Cost Optimizing token usage, model selection, and inference patterns to keep systems efficient at scale.


🏅 Certifications

AWS Certified Generative AI Developer – ProfessionalAWS Certified Machine Learning Engineer – AssociateCKAD: Certified Kubernetes Application Developer
AI Engineer for Data Scientists AssociateData Scientist Associate

🔗 Let's connect

I'm always happy to talk about agentic design patterns, RAG pipelines, or the real challenges of putting LLMs into production.

Popular repositories Loading

  1. R_activities R_activitiesPublic

    Repository containing R scripts that apply various machine learning techniques for data analysis.

    HTML

  2. tfm_air_quality tfm_air_qualityPublic

    Geospatial regression analysis in Spanish provinces using machine learning techniques to assess air quality data.

    HTML

  3. alvaro-ai-ml-ds-lab alvaro-ai-ml-ds-labPublic

    Personal collection of AI, Machine Learning, LLM, and Data Science experiments. A place to showcase my work and keep useful references.

    HTML

  4. wakeup-city wakeup-cityPublic

    Dart

  5. datalabs datalabsPublic

    Jupyter Notebook

  6. chatbot-ui chatbot-uiPublic

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { // Highlight search terms from Google/DuckDuckGo/Bing referrer (function() { var ref = document.referrer; var terms = []; if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) { var url = new URL(ref); var q = url.searchParams.get('q') || url.searchParams.get('p'); if (q) { terms = q.split(/\s+/).filter(function(t) { return t.length > 2; }); } } if (terms.length === 0) return; var style = document.createElement('style'); style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }'; document.head.appendChild(style); function highlight(node) { if (node.nodeType === 3) { // text node var text = node.textContent; var found = false; terms.forEach(function(term) { var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\]\\]/g, '\\') + ')', 'gi'); if (regex.test(text)) { found = true; var frag = document.createDocumentFragment(); var parts = text.split(regex); parts.forEach(function(part, i) { if (i % 2 === 0) { frag.appendChild(document.createTextNode(part)); } else { var span = document.createElement('span'); span.className = 'userscript-highlight'; span.textContent = part; frag.appendChild(span); } }); node.parentNode.replaceChild(frag, node); } }); } else if (node.nodeType === 1 && node.childNodes) { // element var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT']; if (!skipTags.includes(node.tagName)) { Array.from(node.childNodes).forEach(highlight); } } } highlight(document.body); // Re-highlight on dynamic content var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1 || node.nodeType === 3) highlight(node); }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' alvarog2491 (Álvaro) · GitHub
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alvarog2491/README.md

Hey there, I'm Álvaro 👋

I'm a Software and Machine learning Engineer currently deep in the Python and AWS ecosystems, where I focus on building and scaling AI-driven systems.

My foundation was built in the world of Java and enterprise backend architecture, but I've made the leap toward Data Science, AI, and Machine Learning. My focus now is on shipping production-ready AI systems connected to AI Agents.

I'm also the creator of Agentyme feel free to visit and take a look. 🚀


🛠 What I'm up to

Agentic Workflows Building agents that plan, use tools, manage memory, and recover from failures.

Production AI Deploying agent architectures.

Evaluation & Observability Designing eval frameworks and trace monitoring to understand what agents are actually doing in production.

Full-stack Python Owning the full pipeline, from data ingestion to deployed API.

Security Designing against prompt injection, over-permissioned tools, and context leakage.

RAG Building and optimizing retrieval pipelines that go beyond basic semantic search.

Tooling Connecting agents to external tools and services via MCP servers.

Cost Optimizing token usage, model selection, and inference patterns to keep systems efficient at scale.


🏅 Certifications

AWS Certified Generative AI Developer – ProfessionalAWS Certified Machine Learning Engineer – AssociateCKAD: Certified Kubernetes Application Developer
AI Engineer for Data Scientists AssociateData Scientist Associate

🔗 Let's connect

I'm always happy to talk about agentic design patterns, RAG pipelines, or the real challenges of putting LLMs into production.

Popular repositories Loading

  1. R_activities R_activitiesPublic

    Repository containing R scripts that apply various machine learning techniques for data analysis.

    HTML

  2. tfm_air_quality tfm_air_qualityPublic

    Geospatial regression analysis in Spanish provinces using machine learning techniques to assess air quality data.

    HTML

  3. alvaro-ai-ml-ds-lab alvaro-ai-ml-ds-labPublic

    Personal collection of AI, Machine Learning, LLM, and Data Science experiments. A place to showcase my work and keep useful references.

    HTML

  4. wakeup-city wakeup-cityPublic

    Dart

  5. datalabs datalabsPublic

    Jupyter Notebook

  6. chatbot-ui chatbot-uiPublic

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { // Strip utm_, fbclid, gclid, etc. from all links on page (function() { var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content', 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid', 'ref', 'ref_src', 'source', 'medium', 'campaign']; function cleanUrl(url) { try { var u = new URL(url, window.location.origin); var changed = false; trackingParams.forEach(function(p) { if (u.searchParams.has(p)) { u.searchParams.delete(p); changed = true; } }); return changed ? u.toString() : url; } catch (e) { return url; } } function cleanLinks() { document.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } cleanLinks(); var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1) { if (node.tagName === 'A') cleanLinks(); node.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + ' alvarog2491 (Álvaro) · GitHub
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alvarog2491/README.md

Hey there, I'm Álvaro 👋

I'm a Software and Machine learning Engineer currently deep in the Python and AWS ecosystems, where I focus on building and scaling AI-driven systems.

My foundation was built in the world of Java and enterprise backend architecture, but I've made the leap toward Data Science, AI, and Machine Learning. My focus now is on shipping production-ready AI systems connected to AI Agents.

I'm also the creator of Agentyme feel free to visit and take a look. 🚀


🛠 What I'm up to

Agentic Workflows Building agents that plan, use tools, manage memory, and recover from failures.

Production AI Deploying agent architectures.

Evaluation & Observability Designing eval frameworks and trace monitoring to understand what agents are actually doing in production.

Full-stack Python Owning the full pipeline, from data ingestion to deployed API.

Security Designing against prompt injection, over-permissioned tools, and context leakage.

RAG Building and optimizing retrieval pipelines that go beyond basic semantic search.

Tooling Connecting agents to external tools and services via MCP servers.

Cost Optimizing token usage, model selection, and inference patterns to keep systems efficient at scale.


🏅 Certifications

AWS Certified Generative AI Developer – ProfessionalAWS Certified Machine Learning Engineer – AssociateCKAD: Certified Kubernetes Application Developer
AI Engineer for Data Scientists AssociateData Scientist Associate

🔗 Let's connect

I'm always happy to talk about agentic design patterns, RAG pipelines, or the real challenges of putting LLMs into production.

Popular repositories Loading

  1. R_activities R_activitiesPublic

    Repository containing R scripts that apply various machine learning techniques for data analysis.

    HTML

  2. tfm_air_quality tfm_air_qualityPublic

    Geospatial regression analysis in Spanish provinces using machine learning techniques to assess air quality data.

    HTML

  3. alvaro-ai-ml-ds-lab alvaro-ai-ml-ds-labPublic

    Personal collection of AI, Machine Learning, LLM, and Data Science experiments. A place to showcase my work and keep useful references.

    HTML

  4. wakeup-city wakeup-cityPublic

    Dart

  5. datalabs datalabsPublic

    Jupyter Notebook

  6. chatbot-ui chatbot-uiPublic

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { // Auto-enable theater mode on YouTube (function() { function tryTheater() { var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]'); if (btn && !btn.classList.contains('activated')) { btn.click(); } } // Try immediately tryTheater(); // Try after navigation (SPA) var lastUrl = location.href; setInterval(function() { if (location.href !== lastUrl) { lastUrl = location.href; setTimeout(tryTheater, 500); } }, 1000); // Also try on player load var observer = new MutationObserver(tryTheater); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' alvarog2491 (Álvaro) · GitHub
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alvarog2491/README.md

Hey there, I'm Álvaro 👋

I'm a Software and Machine learning Engineer currently deep in the Python and AWS ecosystems, where I focus on building and scaling AI-driven systems.

My foundation was built in the world of Java and enterprise backend architecture, but I've made the leap toward Data Science, AI, and Machine Learning. My focus now is on shipping production-ready AI systems connected to AI Agents.

I'm also the creator of Agentyme feel free to visit and take a look. 🚀


🛠 What I'm up to

Agentic Workflows Building agents that plan, use tools, manage memory, and recover from failures.

Production AI Deploying agent architectures.

Evaluation & Observability Designing eval frameworks and trace monitoring to understand what agents are actually doing in production.

Full-stack Python Owning the full pipeline, from data ingestion to deployed API.

Security Designing against prompt injection, over-permissioned tools, and context leakage.

RAG Building and optimizing retrieval pipelines that go beyond basic semantic search.

Tooling Connecting agents to external tools and services via MCP servers.

Cost Optimizing token usage, model selection, and inference patterns to keep systems efficient at scale.


🏅 Certifications

AWS Certified Generative AI Developer – ProfessionalAWS Certified Machine Learning Engineer – AssociateCKAD: Certified Kubernetes Application Developer
AI Engineer for Data Scientists AssociateData Scientist Associate

🔗 Let's connect

I'm always happy to talk about agentic design patterns, RAG pipelines, or the real challenges of putting LLMs into production.

Popular repositories Loading

  1. R_activities R_activitiesPublic

    Repository containing R scripts that apply various machine learning techniques for data analysis.

    HTML

  2. tfm_air_quality tfm_air_qualityPublic

    Geospatial regression analysis in Spanish provinces using machine learning techniques to assess air quality data.

    HTML

  3. alvaro-ai-ml-ds-lab alvaro-ai-ml-ds-labPublic

    Personal collection of AI, Machine Learning, LLM, and Data Science experiments. A place to showcase my work and keep useful references.

    HTML

  4. wakeup-city wakeup-cityPublic

    Dart

  5. datalabs datalabsPublic

    Jupyter Notebook

  6. chatbot-ui chatbot-uiPublic

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { // Remove or un-stick sticky/fixed headers that block content (function() { function unstick() { document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) { if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') { el.style.position = 'static'; el.style.top = 'auto'; el.style.zIndex = 'auto'; } }); } unstick(); var observer = new MutationObserver(unstick); observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] }); })(); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' alvarog2491 (Álvaro) · GitHub
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alvarog2491/README.md

Hey there, I'm Álvaro 👋

I'm a Software and Machine learning Engineer currently deep in the Python and AWS ecosystems, where I focus on building and scaling AI-driven systems.

My foundation was built in the world of Java and enterprise backend architecture, but I've made the leap toward Data Science, AI, and Machine Learning. My focus now is on shipping production-ready AI systems connected to AI Agents.

I'm also the creator of Agentyme feel free to visit and take a look. 🚀


🛠 What I'm up to

Agentic Workflows Building agents that plan, use tools, manage memory, and recover from failures.

Production AI Deploying agent architectures.

Evaluation & Observability Designing eval frameworks and trace monitoring to understand what agents are actually doing in production.

Full-stack Python Owning the full pipeline, from data ingestion to deployed API.

Security Designing against prompt injection, over-permissioned tools, and context leakage.

RAG Building and optimizing retrieval pipelines that go beyond basic semantic search.

Tooling Connecting agents to external tools and services via MCP servers.

Cost Optimizing token usage, model selection, and inference patterns to keep systems efficient at scale.


🏅 Certifications

AWS Certified Generative AI Developer – ProfessionalAWS Certified Machine Learning Engineer – AssociateCKAD: Certified Kubernetes Application Developer
AI Engineer for Data Scientists AssociateData Scientist Associate

🔗 Let's connect

I'm always happy to talk about agentic design patterns, RAG pipelines, or the real challenges of putting LLMs into production.

Popular repositories Loading

  1. R_activities R_activitiesPublic

    Repository containing R scripts that apply various machine learning techniques for data analysis.

    HTML

  2. tfm_air_quality tfm_air_qualityPublic

    Geospatial regression analysis in Spanish provinces using machine learning techniques to assess air quality data.

    HTML

  3. alvaro-ai-ml-ds-lab alvaro-ai-ml-ds-labPublic

    Personal collection of AI, Machine Learning, LLM, and Data Science experiments. A place to showcase my work and keep useful references.

    HTML

  4. wakeup-city wakeup-cityPublic

    Dart

  5. datalabs datalabsPublic

    Jupyter Notebook

  6. chatbot-ui chatbot-uiPublic

    TypeScript

, 'i'); if (__m === '*' || __re.test(location.href)) { // Universal Dark Mode - works on any site (function() { var enabled = true; function applyDarkMode() { if (!enabled) return; // Create style element if it doesn't exist var style = document.getElementById('universal-dark-mode-style'); if (!style) { style = document.createElement('style'); style.id = 'universal-dark-mode-style'; document.head.appendChild(style); } // Dark mode CSS - inverts colors but preserves images/video style.textContent = ' /* Invert everything except media */ html { filter: invert(1) hue-rotate(180deg) !important; background: #1a1a2e !important; } /* Restore images, videos, iframes, canvas */ img, video, iframe, canvas, svg, picture, [style*="background-image"] { filter: invert(1) hue-rotate(180deg) !important; } /* Preserve specific elements that should not be inverted */ .no-dark-mode, .no-dark-mode *, [data-theme="light"], [data-theme="light"], .ace_editor, .ace_editor *, .CodeMirror, .CodeMirror *, .monaco-editor, .monaco-editor *, .markdown-body pre, .markdown-body pre *, .highlight, .highlight *, pre code, pre code * { filter: none !important; } /* Fix common UI elements */ .modal, .popup, .dropdown-menu, .tooltip, .popover { filter: invert(1) hue-rotate(180deg) !important; background: #2d2d44 !important; border-color: #444 !important; } /* Scrollbars */ ::-webkit-scrollbar { background: #1a1a2e !important; } ::-webkit-scrollbar-thumb { background: #444 !important; } ::-webkit-scrollbar-thumb:hover { background: #555 !important; } /* Selection */ ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; } ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; } '; } function removeDarkMode() { var style = document.getElementById('universal-dark-mode-style'); if (style) style.remove(); } // Toggle with Alt+Shift+D document.addEventListener('keydown', function(e) { if (e.altKey && e.shiftKey && e.key === 'D') { e.preventDefault(); enabled = !enabled; if (enabled) { applyDarkMode(); console.log('[Universal Dark Mode] Enabled'); } else { removeDarkMode(); console.log('[Universal Dark Mode] Disabled'); } } }); // Apply on load applyDarkMode(); // Re-apply on dynamic content var observer = new MutationObserver(function(mutations) { if (enabled && !document.getElementById('universal-dark-mode-style')) { applyDarkMode(); } }); observer.observe(document.head, { childList: true }); console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle'); })(); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })(); alvarog2491 (Álvaro) · GitHub
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alvarog2491/README.md

Hey there, I'm Álvaro 👋

I'm a Software and Machine learning Engineer currently deep in the Python and AWS ecosystems, where I focus on building and scaling AI-driven systems.

My foundation was built in the world of Java and enterprise backend architecture, but I've made the leap toward Data Science, AI, and Machine Learning. My focus now is on shipping production-ready AI systems connected to AI Agents.

I'm also the creator of Agentyme feel free to visit and take a look. 🚀


🛠 What I'm up to

Agentic Workflows Building agents that plan, use tools, manage memory, and recover from failures.

Production AI Deploying agent architectures.

Evaluation & Observability Designing eval frameworks and trace monitoring to understand what agents are actually doing in production.

Full-stack Python Owning the full pipeline, from data ingestion to deployed API.

Security Designing against prompt injection, over-permissioned tools, and context leakage.

RAG Building and optimizing retrieval pipelines that go beyond basic semantic search.

Tooling Connecting agents to external tools and services via MCP servers.

Cost Optimizing token usage, model selection, and inference patterns to keep systems efficient at scale.


🏅 Certifications

AWS Certified Generative AI Developer – ProfessionalAWS Certified Machine Learning Engineer – AssociateCKAD: Certified Kubernetes Application Developer
AI Engineer for Data Scientists AssociateData Scientist Associate

🔗 Let's connect

I'm always happy to talk about agentic design patterns, RAG pipelines, or the real challenges of putting LLMs into production.

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